2. Water molecules
• Water molecules exhibit three types of molecular motions:
• Vibrational - intramolecular motion (i.e., motion within the molecule) that changes
the shape of the molecule
• Rotational - in-place spinning of a whole molecule and involves a change
in orientation of the molecule in three-dimensional space
• Translational - change in location of a whole molecule in three-dimensional space.
Levitt(2001)6 distinguishes two types of translational motion:
• (1) diffusion, in which the motion of the molecules is random and uncoordinated,
• (2) flow, in which the motion of the molecules is directional and concerted, usually due to a
driving force.
The types and speeds of molecular motion that can occur in water alone and
water in foods are dependent on the phase of the water (temperature and
external pressure) and, in a food system, on composition and system
kinetics (i.e., changes over time) as well.
https://helmholtz-
berlin.de/media/media/forschung/qm/theor
y-electron-dynamics/watervibrations.gif
3. Water activity : definition
• Energy is a driving force for process to happen
More Energy More process
High Energy state (unstable) Low Energy state (more stable)
4. Water activity : holistic definition
• Water activity (aw) is the measure of the energy status of the water in
a system
• High activity = more energy = water can do more in processes
(microbiological growth, moisture migration, chemical and physical reactions)
• Differences in Aw will dictate how moisture will move
Higher aw Lower aw
5. Water activity : technical definition
• From technical definition, it’s the chemical potential of the water in a
system
𝜇 = 𝜇0 + 𝑅𝑇𝑙𝑛
𝑓
𝑓0
Chemical
potential
Chemical potential pure water
Gas constant x Temperature
fugacity
6. Fugacity : definition
• Fugacity is the escaping tendency of a material
• Can be measured by (water) vapor pressure above sample at fixed temperature
𝑓
𝑓0
=
𝑝
𝑝0
=
𝑣𝑎𝑝𝑜𝑟 𝑝𝑟𝑒𝑠𝑠𝑢𝑟𝑒 𝑜𝑓 𝑠𝑎𝑚𝑝𝑙𝑒 𝑎𝑡 𝑋 °𝐶
𝑣𝑎𝑝𝑜𝑟 𝑝𝑟𝑒𝑠𝑠𝑢𝑟𝑒 𝑜𝑓 𝑝𝑢𝑟𝑒 𝑤𝑎𝑡𝑒𝑟 𝑎𝑡 𝑋 °𝐶
Aw is down to the ratio between 2 pressures, therefore it is unitless and measured
on a scale of 0 (no energy) to 1 (the same energy as pure water).
7. Water activity and Moisture content
• Those 2 should not be confused as a product may contain a limited
amount of water with high fugacity or a high amount of water with
low fugacity
• Water activity should NOT be summarized as free water and bound
water
8. Water activity and Moisture content
18 % H20 5 % H20
Aw = 0.6 Aw = 0.6
Nothing will happen if you dip the cookie in the honey
9. Water activity and Moisture content
Water Activity Moisture Content
Energy Amount
Qualitative Quantitative
Driving force (thermodynamics) Not a driving force
Known standards (salt solutions) Empirical measurement with no standard
Unitless Must define wet basis or dry basis (LOD)
10. Water activity and Moisture content
Water Activity Moisture Content
Control microbial growth, moisture
migration
Adjust texture at a given water activity
Avoid caking and clumping Determine ingredient concentrations
Control chemical reaction rates Determine nutritional content
Model dry ingredient mixing Labeling requirements
Conduct shelflife
11. Water activity and Moisture content
900 g sand + 100 g H20
Aw = 0.999
10 % H20
12. Water activity and Moisture content
850 g H20 + 150 g NaCL
Aw = 0.892
85 % H20
13. Water activity and Moisture content
500 g H20 + 500 g Sucrose
Aw = 0.936
50 % H20
14. Water activity inside a BLEND
25%
25%
50%
DM = 90%
Aw = 0.125
REGULAR MACROSCOPIC VISION
Total water content = sum of individuals
Aw = ?
15. Water activity inside a BLEND
25%
25%
50%
DM = 90%
Aw = 0.125
Aw VISION
Equilibration of Aw in
function of mass ratio and
individual behaviors.
Water migrate from one
component to another
to follow Aw equilibration
Green Blue Orange
DM 85
Aw 0.25
DM 95
Aw 0.05
DM 95
Aw 0.15
Green Blue Orange
DM = X
Aw 0.125
DM = Y
Aw 0.125
DM = Z
Aw 0.125
16. Measuring water activity
Measuring vapor partial pressure on top
of the sample product can be closely
assimilated to measuring the relative
moisture of air on top of this product in
fixed conditions of temperature and
equilibrium
17. Water activity drive biological reactions
…Including the growth of micro-organism
18. Water activity and micro-organism
The control of water activity has been
mainly used for the control of food
spoilage by inhibiting the growth of
contamination flora.
Formulation strategy : decreasing water
activity
But there is more than that….
Microorganism Minimum Water Activity
Clostridium botulinum E 0.97
Pseudomonas fluorescens 0.97
Escherichia coli 0.95
Clostridium perfringens 0.95
Clostridium botulinum A, B 0.94
Salmonella spp. 0.95
Vibrio parahaemolyticus 0.94
Bacillus cereus 0.93
Listeria monocytogenes 0.92
Bacillus subtilis 0.91
Staphylococcus aureus
(anaerobic)
0.90
Staphylococcus aureus (aerobic) 0.86
20. Measuring sorption isotherm
By reversing the processes of water
activity measurement, we can adjust
the %RH on top of a sample and force
the water activity to adjust to the
chosen value. The resulting moisture
content will vary according to the
capacity of the material to bind water or
not
21. Brunauer, Emmett and Teller (BET)
Theory for multilayer adsorption
This theory assumes a random distribution
of sites at the surface of the material, that
are empty or that are covered with by one
monolayer, two layers and so on, of water
molecules
The water molecules of the first layers are
considered to be of low fugacity while the
ones of the external layers are of high
fugacity.
S. Brunauer, P.H. Emmett, and E. Teller, “Adsorption of Gases in
Multimolecular Layers,” J. Amer. Chem. Soc. 60, 309–319 (1938).
22. Building a sorption isotherm by applying
successive relative moisture levels at fixed temperature
Each of our product will have a
critical water activity for which :
- biological process starts
- catalytical degradation is
significant
etc…
23. Caractéristiques physiques déduites des isothermes
• Teneur en eau de transition (m0)
• Application d'une méthode
d'estimation de paramètres à
partir d'une courbe expérimentale
modélisée avec les formules BET
ou GAB
• Surface de la monocouche (Sm)
• Surface de la monocouche en
supposant que celle-ci est
recouverte de molécules alignées
• Epaisseur de la couche d'eau
adsorbée
• A la transition entre zones 2 et 3,
toute l'eau adsorbée recouvre
uniformément la surface du
produit
24. Building a sorption isotherm
Historical method : the jars
1. Incubator at fixed temperature
2. Desiccator with multiple
samples of the product
3. Plate
4. Saturated solution of salt to
control RH
x 10 for 10 points resolution isotherm curve
x 20 for 20 points resolution isotherm curve….
+ an extensive collection of saturation salts + 6 to 18 weeks
25. Building a sorption isotherm for POWDER sample
Modern method : the DVS… invented in 1993 !
26. Building a sorption isotherm for POWDER sample
Modern method : the DVS
• Micro-balance (µg) with very low drift
• High precision temperature and RH control
• Computer controlled KINETIC measure
High resolution sorption curves on smaller samples
27. Modeling a sorption isotherm
Raw data -> isotherm -> model equation
-0.14055 0.20062 0.02245
0.00648 0.00692 0.00152
0.99485 0.00172 #N/A
x0= 8.936390913
y0= -6.260700515
c2= 0.652885597
c1= 15.68752958
m0= 4.348980177
Regression Analysis Parameters
GAB MODEL 25 °C
m0 4.3490
Aw for m0 / solution 1 0.309
Aw for m0 / solution 2 -0.517
c1 15.6875
c2 0.6529
Average Rel Err 1.58%
Max Rel Err 3.26%
Max Abs Err 0.313
R² 0.9949
Rel Err > 3% 9%
𝑚
𝑚𝑜
=
𝑐1𝑐2𝑎𝑤
1 − 𝑐2𝑎𝑤 (1 − 𝑐2𝑎𝑤 + 𝑐1𝑐2𝑎𝑤
2 )
𝐴0 =
1
𝑚𝑜𝑐1𝑐2
𝐵0 =
1
𝑚𝑜
1 −
2
𝑐1
𝐶0 =
𝑐2
𝑚𝑜
1
𝑐1
− 1
𝑎𝑤
𝑚
= 𝐴0 + 𝐵0𝑎𝑤 + 𝐶0𝑎𝑤
2
28. Isotherm : Various types exist
Impacted by water interaction and micro-structure
29. Isotherm : manipulation of formula to impact the curve
At fixed composition, a substance
cannot escape its isotherm curve.
Choosing wisely quality and
quantities of the ingredients
combined with our
probiotics/molecule, will allow to
manipulate the curve.
35. Isotherm : manipulation of formula to impact the curve
The composition/blending strategy / starting situation
0.0
1.0
2.0
3.0
4.0
5.0
6.0
7.0
8.0
9.0
10.0
0.00
0.10
0.20
0.30
0.40
0.50
0.60
0.70
Probiotic
Protective Excipient
Critical Aw
0.5 for 3% H20
Regular LRGG
36. Isotherm : manipulation of formula to impact the curve
The blending strategy / blending the 2 components
0.0
1.0
2.0
3.0
4.0
5.0
6.0
7.0
8.0
9.0
10.0
0.00
0.10
0.20
0.30
0.40
0.50
0.60
0.70
Probiotic
Protective Excipient
Critical Aw
0.5 for 3% H20
Blend
Aw
0.2 for 3% H20
37. Isotherm : manipulation of formula to impact the curve
The blending strategy / every H20 increase impacts less Aw
0.0
1.0
2.0
3.0
4.0
5.0
6.0
7.0
8.0
9.0
10.0
0.00
0.10
0.20
0.30
0.40
0.50
0.60
0.70
Probiotic
Protective Excipient
Critical Aw
0.5 for 3% H20
Aw
0.1 for 2 % H20
Extended shelf life : can tolerate up to 5% H20
before reaching detrimental Aw for the probiotic
38. Isotherm : manipulation of formula to impact the curve
The blending strategy / Improved water update tolerance
0.0
1.0
2.0
3.0
4.0
5.0
6.0
7.0
8.0
9.0
10.0
0.00
0.10
0.20
0.30
0.40
0.50
0.60
0.70
Probiotic
Protective Excipient
Initial tolerance:
2 points H20 uptake
Improved tolerance:
3 points H20 uptake
40. Isotherm & packaging topics
• Film permeability can be measured with the support of a DVS
machine by using a Payne cell
41. Film permeability
• Film permeability procedure : The temperature and %RH are fixed. The sample of
film to be tested is allowing a constant flux of water vapor to be absorbed by the
drying agent.
• Knowing the surface of the film specimen tested, you can deduct from the flux a
Moisture Vapor Transmission Rate (MVTR)
X.XX g Water Vapor/ m² / hour at YY°C and ZZ %RH
42. Film permeability and shelf-life prediction
0.0
1.0
2.0
3.0
4.0
5.0
6.0
7.0
8.0
9.0
10.0
0.00
0.10
0.20
0.30
0.40
0.50
0.60
0.70
Critical Aw
Regular Aw
4 points H20 to
reach critical Aw
Storage 25°C – 60% RH
0.3 points Aw to
reach critical Aw
Known parameters / Example
Product mass : 25 kg
Surface of 1 bag = 0.5 m2
MVTR of the film = 0.15 g H20 / m2 / hour at 25°C and 60 %RH
43. Film permeability and shelf-life prediction
Surface of 1 bag =0.5 m2 + MVTR of the film = 0.15 g H20/m2/hour at 25°C and 60 %RH
g of H20 for 1 bag in 1 day at 25°C and 60 %RH
g H20 / g product in 1 day at 25°C and 60 %RH
Increased moisture content that leads to increased Aw (via isotherm curve)
From this, you can estimate the time that will be needed to reach the critical Aw,
assuming the Fickian diffusion will remain constant along the process.
46. Model : BET (Brunauer-Emmet-Teller)
• The BET model is given by the following equation.
• In this equation n is the amount adsorbed at the partial pressure p, nm is the
monolayer capacity, C is the sorption constant and po the saturation pressure.
• A plot of p/[n*(po- p)] versus p/po usually gives a straight line from which nm can
be calculated.
• A good indicator for the adsorption mechanism is the isotherm shape. To apply
the BET equation there is typically a type II or IV adsorption expected.
• It should be also noted that the BET equation is only valid in a limited partial
pressure range. This range depends on the adsorptive but is typically between
0.05 and 0.4 p/p.
47. Model : GAB (Guggenheim-Anderson-DeBoer)
• The GAB model is given by the following equation.
• There have been many attempts in the past to extend the BET equation and to
make it applicable at higher partial pressures.
• One of the most successful approaches is the GAB equation , where an additional
constant has been added. Although several authors have tried to put some
physical meaning into this equation. The interpretation should be handled with
care. For this reason the GAB equation should rather be considered as semi-
empirical.
48. Model : Iglesias & Chirife
• The Iglesias & Chirife model is given by the following equation.
n0.5 is the water uptake at p/po = 0.5 and a and b are constants.
• The equation of Iglesias & Chirife [14] was developed to take dissolution effects
into account occurring at high relative humidities.
• This equation, like many other empirical formulae, do not reflect equilibrium
values and have no thermodynamic meaning. However, the equation of Iglesias &
Chirife was found to fit the water sorption behavior of many sugar-based
composites extremely well
49. Model : Smith
• The Smith model is given by the following equation.
a and b are again empirical constants.
• Smith found an equation to describe the enhanced water uptake of
macromolecular organic materials at high relative humilities
(typically 0.5 - 0.95 p/po).
50. Model : Halsey / Frenkel-Halsey-Hill
• The Halsey model is given by the following equation.
a and b are constants.
• b is related to distance of the adsorbed molecule from the surface. A high value
for b is associated with a strong interaction between surface and adsorbate
(polar) while a small value for b indicates weaker, long-range van der Waals
forces.
• The FHH equation is sometimes plotted in its linear form (log po/p vs log n).
51. Model : Henderson
• The Henderson model is given by the following equation.
• where a and b are constants. It was concluded from experimental observations
that this equation is a generalization of several localized isotherms, describing
different adsorption sites. Although a split into separate parameters for each site
would make the equation theoretically more meaningful it would loose its utility
for practical applications.
52. Model : Oswin
• The Oswin model is given by the following equation.
with a and b as constant.
• It is typically used to describe all types of water interactions with macromolecular
solids at lower partial pressures.
• The Oswin equation is a mathematical series expansion for sigmoid shaped
curves
Editor's Notes
Water, as the main component of food and biological materials, plays a predominant role in determining their shape, structure, and physical and chemical properties. It also is a major control component in mass transfer, chemical reactions, and the activity of microorganisms.
a^ has served and still is serving as an index of how successful we are at controlling water behavior in food systems.
Loi de la thermodynamique: l'état le plus stable est celui qui coute le moins en énergie. Tout système tend à un statut énergique le plus faible possible
how to use thermodynamics to characterize the status of water in a food system.
The most frequently used thermodynamic descriptor for water is water activity (aw).
Déterminer l'activité énergétique de l'eau dans un système à une T°C donnée (equation de Gibb). La fugacité, seul terme à déterminer l'énergie de l'eau
L’état hydrique de l’environnement influe directement l’hydratation des cellules. A l’origine de cet effet se trouvent les transferts d’eau entre l’environnement et les cellules, permettant l’établissement d’un équilibre. Ces transferts sont définis par des gradients de potentiel chimique établis entre la cellule et son environnement. Le potentiel chimique d’un constituant (noté μj et exprimé en J.mol-1) est défini par la fraction molaire d’énergie libre (noté G et exprimé en J) du constituant lorsque le nombre de moles des autres constituants (noté ni), la température (noté T), la pression (noté P) et la force ionique (notée E) sont constants (4).
(4) 𝜇=(𝛿𝐺𝛿𝑛𝑗)𝑛𝑖,𝑇,𝑃,𝐸
Exprimons le potentiel chimique par rapport à un état standard initial (noté 𝜇𝑗0), défini par l’eau pure à une température donnée (5).
(5) 𝜇𝑗=𝜇𝑗0+𝑅𝑇ln𝑎𝑤+ 𝑉𝑗̅𝑃 +𝑧𝑗𝐹𝐸+𝑚𝑗𝑔ℎ
As such, relationships exist between the parameter, activity (as defined
above), and other defined thermodynamic properties such as free energy, enthalpy,
chemical potential, osmotic pressure, and so on. Example of important relationships involving activity are, first,
EQUATION SUR LA DIAPO
“Water activity is, at a given temperature, the ratio of its fugacity, fw, in a system and the fugacity, fo w, of pure liquid water at the same temperature.”
L'activité est, à une température donnée, le rapport entre la fugacité, f, d’une substance et sa fugacité, fo, dans un État qui, pour des raisons de commodité, a été choisi comme État standard, »
La fugacité est une mesure de la tendance à s’échapper d’une substance, peut être remplacée par la pression de vapeur, p, à condition que la vapeur se comporte comme un gaz idéal.
Moisture content drives texture
Moisture content drives texture
Water Activity: Influences on Food Quality is a collection of papers presented at the 1978 International Symposium by the same title, held in Osaka, Japan. This book is a treatise on the influence of bound and free water on the quality and stability of foods and other natural products. This book is organized into seven sections encompassing 33 chapters
critical level of water activity : amount of energy related to water that will allow destbailisation processes to happen
Spores germination, etc….
S. Brunauer, P.H. Emmett, and E. Teller, “Adsorption of Gases in
Multimolecular Layers,” J. Amer. Chem. Soc. 60, 309–319 (1938).
Very often, this locates at the build-up of the first multi-layers, so called m0 value
Chaque zone correspond à un mode de fixation particulier de l'eau sur le produit
Zone 1: actions des forces de Van Der Waals entre les groupements hydrophiles du solide et les molécules d'eau. Adsorption progressive. Forces de liaison importantes = "eau rigide"
Zone 2 : qd toute la surface est saturée - eau dans un état intermédiaire
Zone 3 : l'épaisseur de la pellicule est suffisante pour que l'eau soit présente à l'état liquide dans les pores du matériau
Flux de matière dans un système binaire lié au gradient de concentration de la matière pénétrante